Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "238"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 238 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 74 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 72 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 238, Node N18:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459890 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.009374 -0.856198 1.662931 1.163785 -0.969976 -0.304062 -1.050260 -1.133132 0.6581 0.6525 0.4048 nan nan
2459889 RF_ok 0.00% 0.00% 0.00% 0.00% - - 0.184646 -0.656916 1.481099 0.718658 -0.776129 -0.815133 -2.094615 -2.171698 0.6646 0.6542 0.4024 nan nan
2459888 RF_ok 0.00% 0.00% 0.00% 0.00% - - 0.221475 -0.703360 1.592114 1.171487 -0.131447 -0.723836 -0.121377 -0.606445 0.6746 0.6687 0.3996 nan nan
2459887 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.105397 -0.862212 0.581871 0.441729 -1.912291 -1.121057 -0.676014 -0.964506 0.6640 0.6568 0.4041 nan nan
2459886 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.364095 -0.610860 1.161929 0.923016 -0.491505 -0.134436 -0.363263 -0.497376 0.7450 0.7314 0.3464 nan nan
2459885 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.606812 0.664057 28.477064 27.805579 3.573798 5.594060 8.352222 4.306204 0.7044 0.6924 0.3722 nan nan
2459884 RF_ok 0.00% 0.00% 0.00% 0.00% - - 0.095029 -1.026833 1.553711 1.183016 -0.231218 -0.711797 -0.897926 -1.625520 0.6714 0.6595 0.4032 nan nan
2459883 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459882 RF_ok 100.00% 0.00% 0.00% 0.00% - - 2.094339 1.505651 29.045358 27.756370 1.982166 4.074097 -0.857734 -0.934526 0.6661 0.6565 0.3974 nan nan
2459881 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.418153 0.583713 32.882664 31.844835 4.202679 7.083379 -2.045289 -0.093810 0.7120 0.7158 0.3338 nan nan
2459880 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.523695 0.645866 26.330867 26.225967 1.381568 3.268067 -0.767669 -1.427460 0.6663 0.6638 0.4034 nan nan
2459879 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.656984 -1.253362 -0.875650 -1.227974 -2.093194 -1.568432 -2.100465 -2.357726 0.6535 0.6593 0.4174 nan nan
2459878 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.756941 0.816255 32.369278 32.421715 2.635284 5.360153 -2.110097 -3.341329 0.6588 0.6653 0.4096 nan nan
2459876 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.571300 0.827792 22.982431 22.024119 7.315081 12.814282 -2.466572 -3.055578 0.6846 0.6586 0.4013 nan nan
2459875 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.129932 0.336113 30.976791 30.011009 2.991797 6.273735 -0.745748 1.711672 0.6868 0.6743 0.4053 nan nan
2459874 RF_ok 100.00% 0.00% 0.00% 0.00% - - 3.054991 1.439405 17.605474 16.949048 5.684939 9.553066 -2.267627 -3.086869 0.6821 0.6531 0.3961 nan nan
2459873 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459872 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.596022 0.318735 28.598615 26.782402 4.709814 7.641948 -1.521315 -2.255472 0.6786 0.6494 0.4105 nan nan
2459871 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.753739 0.225108 29.001718 28.127498 4.608457 6.254023 -0.678733 -1.414512 0.6880 0.6527 0.4024 nan nan
2459870 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.788108 0.760094 21.401003 20.981398 2.858233 7.976253 -1.783318 -2.687517 0.6941 0.6612 0.4005 nan nan
2459869 RF_ok 100.00% 0.00% 0.00% 0.00% - - 2.045262 0.446301 20.880062 20.856355 4.610630 8.174366 0.459601 -0.246713 0.6988 0.6775 0.3957 nan nan
2459868 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.610412 1.094598 32.777994 31.834923 2.587249 4.316445 -2.367460 -3.193721 0.6809 0.6520 0.4116 nan nan
2459867 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.870916 0.486007 26.271984 25.145121 1.289269 4.042856 -1.637017 -2.370570 0.6941 0.6585 0.4123 nan nan
2459866 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.170082 0.757192 24.456753 23.355780 1.901557 4.826864 -1.293446 -1.723449 0.6940 0.6601 0.4059 nan nan
2459865 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.135410 1.988997 31.695492 29.192023 3.670594 6.207988 6.074403 3.835485 0.7066 0.6719 0.3883 nan nan
2459864 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459863 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.452695 -0.613081 1.437668 0.782006 -0.291152 0.808027 -1.994613 -2.268122 0.6891 0.6472 0.4153 nan nan
2459862 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.610097 -0.235220 19.535073 17.774981 2.717445 4.669818 -1.388011 -1.673761 0.6560 0.6614 0.4484 nan nan
2459861 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.072452 -1.200905 0.763723 0.054698 -1.260830 -1.240192 -2.289298 -2.628972 0.6969 0.6536 0.4321 nan nan
2459860 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.762470 -0.563968 15.167671 14.326943 4.048510 7.268102 -1.338003 -2.020414 0.7063 0.6568 0.4248 nan nan
2459859 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.220368 -1.223990 0.455143 -0.134185 -1.151254 -1.738171 -1.571688 -1.740041 0.7120 0.6637 0.4189 nan nan
2459858 RF_ok 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.569838 -1.550056 0.000856 -0.554361 -1.478313 -1.301295 -2.294443 -2.494133 0.7214 0.6686 0.4354 3.199567 2.750423
2459857 RF_ok 100.00% 100.00% 100.00% 0.00% - - 3.012339 3.318139 2.619012 2.096577 0.484416 4.557891 -0.853757 -1.005507 0.0292 0.0290 0.0006 nan nan
2459856 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.678512 0.057587 14.074090 13.624615 1.550514 4.842894 -2.256953 -2.600673 0.7121 0.6815 0.4176 2.715906 2.414311
2459855 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.466359 -0.242733 15.689943 15.096037 -0.125476 2.624229 -1.509379 -1.887304 0.6955 0.7004 0.4511 2.733926 2.493361
2459854 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.386123 -0.578671 13.326959 12.879301 -0.110148 1.213622 -0.942477 -1.258778 0.7109 0.7327 0.4576 3.152133 2.644854
2459853 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.156052 -0.122920 17.226802 16.413602 1.793556 4.600765 -2.037081 -2.623310 0.7390 0.6746 0.4412 3.159949 2.712515
2459852 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459851 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.337256 0.963328 16.271830 15.221391 2.392063 7.254904 -0.929867 4.931012 0.7387 0.7385 0.3683 3.009231 2.646022
2459849 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.093992 0.527048 32.539834 31.673429 0.965543 5.094948 -2.302572 -2.388721 0.7370 0.7315 0.3708 3.944183 3.231384
2459848 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.748961 6.615151 23.433958 32.256846 3.537542 16.025262 -1.896098 -3.421437 0.7137 0.7234 0.3968 3.403027 2.831838
2459847 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.223058 5.690637 22.154786 30.302998 4.097057 17.382281 -1.287089 -3.297666 0.7235 0.6565 0.4521 6.773002 4.760554

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 238: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 1.662931 -0.856198 -0.009374 1.163785 1.662931 -0.304062 -0.969976 -1.133132 -1.050260

Antenna 238: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 1.481099 0.184646 -0.656916 1.481099 0.718658 -0.776129 -0.815133 -2.094615 -2.171698

Antenna 238: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 1.592114 -0.703360 0.221475 1.171487 1.592114 -0.723836 -0.131447 -0.606445 -0.121377

Antenna 238: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 0.581871 -0.862212 -0.105397 0.441729 0.581871 -1.121057 -1.912291 -0.964506 -0.676014

Antenna 238: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 1.161929 -0.364095 -0.610860 1.161929 0.923016 -0.491505 -0.134436 -0.363263 -0.497376

Antenna 238: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 28.477064 0.664057 1.606812 27.805579 28.477064 5.594060 3.573798 4.306204 8.352222

Antenna 238: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 1.553711 -1.026833 0.095029 1.183016 1.553711 -0.711797 -0.231218 -1.625520 -0.897926

Antenna 238: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 238: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 29.045358 1.505651 2.094339 27.756370 29.045358 4.074097 1.982166 -0.934526 -0.857734

Antenna 238: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 32.882664 0.583713 1.418153 31.844835 32.882664 7.083379 4.202679 -0.093810 -2.045289

Antenna 238: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 26.330867 0.645866 1.523695 26.225967 26.330867 3.268067 1.381568 -1.427460 -0.767669

Antenna 238: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Shape -0.656984 -1.253362 -0.656984 -1.227974 -0.875650 -1.568432 -2.093194 -2.357726 -2.100465

Antenna 238: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok nn Power 32.421715 0.816255 1.756941 32.421715 32.369278 5.360153 2.635284 -3.341329 -2.110097

Antenna 238: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 22.982431 1.571300 0.827792 22.982431 22.024119 7.315081 12.814282 -2.466572 -3.055578

Antenna 238: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 30.976791 1.129932 0.336113 30.976791 30.011009 2.991797 6.273735 -0.745748 1.711672

Antenna 238: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 17.605474 3.054991 1.439405 17.605474 16.949048 5.684939 9.553066 -2.267627 -3.086869

Antenna 238: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 238: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 28.598615 0.318735 0.596022 26.782402 28.598615 7.641948 4.709814 -2.255472 -1.521315

Antenna 238: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 29.001718 0.225108 0.753739 28.127498 29.001718 6.254023 4.608457 -1.414512 -0.678733

Antenna 238: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 21.401003 1.788108 0.760094 21.401003 20.981398 2.858233 7.976253 -1.783318 -2.687517

Antenna 238: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 20.880062 2.045262 0.446301 20.880062 20.856355 4.610630 8.174366 0.459601 -0.246713

Antenna 238: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 32.777994 1.610412 1.094598 32.777994 31.834923 2.587249 4.316445 -2.367460 -3.193721

Antenna 238: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 26.271984 0.870916 0.486007 26.271984 25.145121 1.289269 4.042856 -1.637017 -2.370570

Antenna 238: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 24.456753 0.757192 1.170082 23.355780 24.456753 4.826864 1.901557 -1.723449 -1.293446

Antenna 238: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 31.695492 1.135410 1.988997 31.695492 29.192023 3.670594 6.207988 6.074403 3.835485

Antenna 238: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 238: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 1.437668 -0.452695 -0.613081 1.437668 0.782006 -0.291152 0.808027 -1.994613 -2.268122

Antenna 238: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 19.535073 0.610097 -0.235220 19.535073 17.774981 2.717445 4.669818 -1.388011 -1.673761

Antenna 238: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 0.763723 -1.200905 -0.072452 0.054698 0.763723 -1.240192 -1.260830 -2.628972 -2.289298

Antenna 238: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 15.167671 0.762470 -0.563968 15.167671 14.326943 4.048510 7.268102 -1.338003 -2.020414

Antenna 238: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 0.455143 -0.220368 -1.223990 0.455143 -0.134185 -1.151254 -1.738171 -1.571688 -1.740041

Antenna 238: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 0.000856 -1.550056 -0.569838 -0.554361 0.000856 -1.301295 -1.478313 -2.494133 -2.294443

Antenna 238: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok nn Temporal Variability 4.557891 3.318139 3.012339 2.096577 2.619012 4.557891 0.484416 -1.005507 -0.853757

Antenna 238: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 14.074090 1.678512 0.057587 14.074090 13.624615 1.550514 4.842894 -2.256953 -2.600673

Antenna 238: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 15.689943 -0.242733 1.466359 15.096037 15.689943 2.624229 -0.125476 -1.887304 -1.509379

Antenna 238: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 13.326959 -0.578671 1.386123 12.879301 13.326959 1.213622 -0.110148 -1.258778 -0.942477

Antenna 238: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 17.226802 -0.122920 1.156052 16.413602 17.226802 4.600765 1.793556 -2.623310 -2.037081

Antenna 238: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 238: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 238: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 16.271830 1.337256 0.963328 16.271830 15.221391 2.392063 7.254904 -0.929867 4.931012

Antenna 238: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
238 N18 RF_ok ee Power 32.539834 2.093992 0.527048 32.539834 31.673429 0.965543 5.094948 -2.302572 -2.388721

Antenna 238: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok nn Power 32.256846 6.615151 1.748961 32.256846 23.433958 16.025262 3.537542 -3.421437 -1.896098

Antenna 238: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok nn Power 30.302998 5.690637 1.223058 30.302998 22.154786 17.382281 4.097057 -3.297666 -1.287089
In [ ]: